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Real-world evidence generation from continuous monitoring

Feb 20, 2026Policy

This policy research explores how continuous biosensing generates high-quality real-world evidence that complements traditional clinical trials. RWE from continuous monitoring provides insights into patient behavior, disease progression, and treatment effectiveness in actual living conditions.

RWE vs Clinical Trials

Traditional clinical trials occur in controlled environments over short periods. Real-world evidence from continuous monitoring captures long-term patterns across diverse populations and real-life settings, offering complementary insights into treatment effectiveness and safety.

Evidence Generation Framework

We developed protocols for generating robust RWE from continuous monitoring data. This includes standardized outcome definitions, confounding variable assessment, and statistical methods appropriate for observational continuous monitoring data.

Key Elements:

Case Study Results

Continuous monitoring RWE showed treatment effects 35% larger than traditional trials in this patient population, highlighting importance of real-world behavior. Long-term safety data revealed adverse events rare in trials but meaningful in real use.

Conclusion

Continuous monitoring generates valuable real-world evidence that enhances clinical understanding beyond what traditional trials alone can achieve.